Consumer Electronics & Hardware
🟢 SERP-Grounded (Light Telemetry)
Smarthome
Programmatic AI Search & Model Visibility Audit
Share of Model (SOM)The percentage of time frontier AI models (ChatGPT, Claude, Gemini) recommend this brand for high-intent category queries.
15.0%
+1.5% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:VulnerableThe contextual sentiment of the AI's recommendation. 'Dominant' implies strong conviction, while 'Vulnerable' implies the model heavily conditions its recommendation.
Algorithmic Threat Detection
Primary Competitor Threat
Google Nest
Competitor Displacement Rate
30.0%
Competitors are displacing Smarthome in 30.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: The smarthome market is dominated by tech giants like Google and Amazon, offering integrated ecosystems. Smaller brands struggle to compete on features, compatibility, and brand recognition.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[techhive.com][cnet.com][bestbuy.com]⚠️ Identified Vulnerability:Ecosystem Integration
Primary Threat Identified:Google Nest
Target Persona:Homeowners Seeking Automation
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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